Liquidity Risk and Asset Pricing in Pakistan Stock Exchange

Authors

  • Abdul Rashid School of Economics, International Institute of Islamic Economics (IIIE), International Islamic University (IIU), Islamabad, Pakistan.
  • Asma Aib School of Economics, International Institute of Islamic Economics (IIIE), International Islamic University (IIU), Islamabad, Pakistan.

DOI:

https://doi.org/10.31384/jisrmsse/2021.19.1.4

Keywords:

asset pricing models, bull and bear markets, liquidity risk, risk premium, transaction cost theory

Abstract

This paper empirically investigates the impact of liquidity risk on stock returns in Pakistan and determines investors’ attitude under bull and bear market conditions. Specifically, the liquidity adjusted capital asset pricing model(CAPM) is modified by including the interaction between the liquidity risk and the indicators of bull- and bear-market periods to investigate whether the pricing of liquidity risk differs in both upward and downward market trends. The analysis is carried out for a large panel of Pakistani manufacturing firms listed at the Pakistan Stock Exchange for the period January 2000 – December 2015. We use alternative liquidity risk measures to check the robustness of the liquidity risk effect. We observe that higher liquidity risk yields higher excess stock returns, implying pricing of liquidity risk during the examined period. The results also reveal that the liquidity risk is positively and significantly related to excess returns in the high-liquidity-risk beta portfolios, whereas it is negatively or insignificantly related to excess returns of low-liquidity-risk beta portfolios. The results also provide evidence that stocks affected by liquidity risk yield positive expected returns in both bull and bear market conditions. However, we find significant differences in the pricing of liquidity risk under upward and downward market trends. The robustness check confirms that the findings on the pricing of liquidity risk are not driven by any specific measure of liquidity.

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References

Acharya, V. V., & Pedersen, L. H. (2005). Asset pricing with liquidity risk. Journal of Financial Economics, 77 (2), 375-410. https://doi.org/10.1016/j.jfineco.2004.06.007 DOI: https://doi.org/10.1016/j.jfineco.2004.06.007

Ajina, A., Lakhal, F., & Sougné, D. (2015). Institutional investors, information asymmetry and stock market liquidity in France. International Journal of Managerial Finance, 11 (1), 44-59. https://doi.org/10.1108/IJMF-08-2013-0086 DOI: https://doi.org/10.1108/IJMF-08-2013-0086

Ali, R., & Afzal, M. (2012). Impact of global financial crisis on stock market: Evidence from Pakistan and India. Journal of Business Management and Economics, 3 (7), 275-282.

Amihud, Y. (2002). Illiquidity and stock returns: cross-section and time-series effects. Journal of Financial Markets, 5 (1), 31-56.https://doi.org/10.1016/S1386-4181(01)00024-6 DOI: https://doi.org/10.1016/S1386-4181(01)00024-6

Amihud, Y., & Mendelson, H. (1986). Liquidity and stock returns. Financial Analysts Journal,42(3), 43-48. https://doi.org/10.2469/faj.v42.n3.43 DOI: https://doi.org/10.2469/faj.v42.n3.43

Anderson, M. (2017). A causal link between bond liquidity and stock returns. Journal of Empirical Finance, 44, 190-208.https://doi.org/10.1016/j.jempfin.2017.09.002 DOI: https://doi.org/10.1016/j.jempfin.2017.09.002

Aslanidis, N., Osborn, D. R., & Sensier, M. (2002). Smooth transition regression models in UK stock returns. University of Crete, Department of Economics, Working Paper, (0201). Barclay, M. J., Kandel , E., & Marx, L. M. (1998). The effects of transaction costs on stock prices and trading volume. Journal of Financial Intermediation, 7(2), 130-150. https://doi.org/10.1006/jfin.1998.0238 DOI: https://doi.org/10.1006/jfin.1998.0238

Bekaert, G., Harvey, C. R., & Lundblad, C. (2007). Liquidity and expected returns: Lessons from emerging markets. The Review of Financial Studies, 20 (6), 1783-1831.https://doi.org/10.1093/rfs/hhm030 DOI: https://doi.org/10.1093/rfs/hhm030

Bennett, J. A., Sias, R. W., & Starks, L. T. (2003). Greener pastures and the impact of dynamic institutional preferences. Review of Financial Studies, 16(4), 1203-1238. https://doi. org/10.1093/rfs/hhg040 DOI: https://doi.org/10.1093/rfs/hhg040

Brennan, M., & Subrahmanyam, A. (1996). Market microstructure and asset pricing: On the compensation for illiquidity in stock returns. Journal of Financial Economics, 41(3), 441- 464. https://doi.org/10.1016/0304-405X(95)00870-K DOI: https://doi.org/10.1016/0304-405X(95)00870-K

Cakici, N., & Zaremba, A. (2021). Liquidity and the cross-section of international stock returns. Journal of Banking & Finance, 127, 106123. https://doi.org/10.1016/j.jbankfin.2021.106123 DOI: https://doi.org/10.1016/j.jbankfin.2021.106123

Carhart, M. M. (1997). On persistence mutual fund performance. Journal of Finance, 52(1), 57-82. https://doi.org/10.1111/j.1540-6261.1997.tb03808.x DOI: https://doi.org/10.1111/j.1540-6261.1997.tb03808.x

Chan, H. W., & Faff, R. W. (2005). Asset pricing and the illiquidity premium. Financial Review, 40(4), 429-458. https://doi.org/10.1111/j.1540-6288.2005.00118.x DOI: https://doi.org/10.1111/j.1540-6288.2005.00118.x

Chordia, T., Roll, R., & Subrahmanyam, A. (2000). Commonality in liquidity. The Journal of Financial Economics, 56(1), 3-28. https://doi.org/10.1016/S0304-405X(99)00057-4 DOI: https://doi.org/10.1016/S0304-405X(99)00057-4

Chordia, T., Roll, R., & Subrahmanyam, A. (2001). Market liquidity and trading Activity. The Journal of Finance, 56 (2), 501-530. https://doi.org/10.1111/0022-1082.00335 DOI: https://doi.org/10.1111/0022-1082.00335

Crombez, J., & Vennet, R. (1997). Risk-return relationship conditional on market movements on the Brussels Stock Exchange. Department of Financial Economics, University of Ghent-Working Paper, 1-23.

Dang, T. L., & Nguyen, T. M. H. (2020). Liquidity risk and stock performance during the financial crisis. Research in International Business and Finance, 52, 101165. https://doi.org/10.1016/j.ribaf.2019.101165 DOI: https://doi.org/10.1016/j.ribaf.2019.101165

Damodaran , A. (2005). Value and risk: Beyond betas. Financial Analysts Journal, 61(2), 38- 43. https://doi.org/10.2469/faj.v61.n2.2714 DOI: https://doi.org/10.2469/faj.v61.n2.2714

Fabozzi , F. J., & Francis , J. C. (1977). Stability tests for alphas and betas over bull and bear market conditions. The Journal of Finance, 32(4), 1093-1099. https://doi.org/10.2307/2326515 DOI: https://doi.org/10.1111/j.1540-6261.1977.tb03312.x

Falkenstein , E. G. (1996). Preferences for stock characteristics as revealed by mutual fund portfolio holdings. Journal of Finance, 51(1), 111-135. https://doi.org/10.1111/j.1540-6261.1996.tb05204.x DOI: https://doi.org/10.1111/j.1540-6261.1996.tb05204.x

Fama, E. F., & French, K. R. (1993). Common risk factors in the returns on stocks and bonds. Journal of Financial Economics, 33 (1), 3-56. DOI: https://doi.org/10.1016/0304-405X(93)90023-5

Fernandez, F. A. (1999). Liquidity risk: New approaches to measurement and monitoring. Securities Industry Association Working Paper.

Gibson, R., & Mougeot, N. (2004). The pricing of systematic liquidity risk: Empirical evidence from the US stock market. Journal of Banking and Finance, 28(1), 157-178. https://doi.org/10.1016/S0378-4266(02)00402-8 DOI: https://doi.org/10.1016/S0378-4266(02)00402-8

Glosten, L., & Harris, L. (1988). Estimating the components of the bid-ask spread. Journal of Financial Economics, 21(1), 123-142. https://doi.org/10.1016/0304-405X(88)90034-7 DOI: https://doi.org/10.1016/0304-405X(88)90034-7

Goyenko, R. Y., Holden, C. W., & Trzcinka, C. A. (2009). Do liquidity measures measure liquidity? Journal of Financial Economics, 92(2), 153-181. https://doi.org/10.1016/j.jfineco.2008.06.002 DOI: https://doi.org/10.1016/j.jfineco.2008.06.002

Gregory, A., Tharyan, R., & Christidis, A. (2013). Constructing and testing alternative versions of the Fama–French and Carhart models in the UK. Journal of Business Finance & Accounting, 40 (1-2), 172-214. https://doi.org/10.1111/jbfa.12006 DOI: https://doi.org/10.1111/jbfa.12006

Hasbrouck, J. (1991). Measuring the information content of stock trades. The Journal of Finance, 46(1), 179-207. https://doi.org/10.1111/j.1540-6261.1991.tb03749.x DOI: https://doi.org/10.1111/j.1540-6261.1991.tb03749.x

Haugen, R. A., & Baker, N. L. (1996). Commonality in the determinants of expected stock returns. Journal of Financial Economics, 41(3), 401- 439. https://doi.org/10.1016/0304-405X(95)00868-F DOI: https://doi.org/10.1016/0304-405X(95)00868-F

Hauser, S., & Kedar-Levy, H. (2018). Liquidity might come at cost: The role of heterogeneous preferences. Journal of Financial Markets, 39(1), 1-23. https://doi.org/10.1016/j.finmar.2018.03.001 DOI: https://doi.org/10.1016/j.finmar.2018.03.001

Huang, H. Y., & Ho, K. C. (2020). Liquidity, earnings management, and stock expected returns. The North American Journal of Economics and Finance, 54, 101261. https://doi.org/10.1016/j.najef.2020.101261 DOI: https://doi.org/10.1016/j.najef.2020.101261

Huberman, G., & Halka, D. (2001). Systematic liquidity. Journal of Financial Research, 24(2), 161-178. https://doi.org/10.1111/j.1475-6803.2001.tb00763.x DOI: https://doi.org/10.1111/j.1475-6803.2001.tb00763.x

Ince, B. (2020). Systematic vs. idiosyncratic liquidity: Cross-section of stock returns. Available at SSRN: https://ssrn.com/abstract=3644447 DOI: https://doi.org/10.2139/ssrn.3644447

Karim, M., & Rashid, A. (2020). Equity liquidity, firm investment and financial performance: An assessment of the role of financial development. Business Review, 15(2), 51-74. https://ir.iba.edu.pk/businessreview/vol15/iss2/3 DOI: https://doi.org/10.54784/1990-6587.1060

Lawrence, E. R., Karels, G. V., Mishra, S., & Prakash, A. J. (2006). the structural changes in the FF three-factor model and its robustness in the bear-bull market periods. College of Business Administration, Florida International University-Working Paper. DOI: https://doi.org/10.2139/ssrn.850307

Lee, K. H. (2011). The world price of liquidity risk. Journal of Financial Economics, 99(1), 136-161. https://doi.org/10.1016/j.jfineco.2010.08.003 DOI: https://doi.org/10.1016/j.jfineco.2010.08.003

Leirvik, T., Fiskerstrand, S. R., & Fjellvikås, A. B. (2017). Market liquidity and stock returns in the Norwegian stock market. Finance Research Letters, 21, 272-276. https://doi.org/10.1016/j.frl.2016.12.033 DOI: https://doi.org/10.1016/j.frl.2016.12.033

Li, H., Novy-Marx, R., & Velikov, M. (2019). Liquidity risk and asset pricing. Critical Finance Review, 8(1-2), 223-255. DOI: https://doi.org/10.1561/104.00000076

Liang, S. X., & Wei, J. K. (2012). Liquidity risk and stock returns around the world. Journal of Banking & Finance, 36 (12), 3274–3288. https://doi.org/10.1016/j.jbankfin.2012.07.021 DOI: https://doi.org/10.1016/j.jbankfin.2012.07.021

Liu, W. (2006). A Liquidity-augmented capital asset pricing model. Journal of Financial Economics, 82(3), 631-671.https://doi.org/10.1016/j.jfineco.2005.10.001 DOI: https://doi.org/10.1016/j.jfineco.2005.10.001

Liu, W. (2010). Liquidity risk and asset pricing: Evidence from daily data, 1926–2009. Working Paper, University of Nottingham. DOI: https://doi.org/10.2139/ssrn.1571724

Liu, W., Luo, D., & Huainan, Z. (2016). Transaction costs, liquidity risk, and the CCAPM. Journal of Banking & Finance, 63(1), 126-145. https://doi.org/10.1016/j.jbankfin.2015.11.011 DOI: https://doi.org/10.1016/j.jbankfin.2015.11.011

Liu, G., Gregoriou, A., & Bo, Y. (2020). How do markets value stock liquidity? Comparative evidence from the UK, the US, Germany and China. Economics Letters, 186, 108500. https://doi.org/10.1016/j.econlet.2019.06.006 DOI: https://doi.org/10.1016/j.econlet.2019.06.006

Ma, R., Anderson, H. D., & Marshall, B. R. (2018). Market volatility, liquidity shocks, and stock returns: Worldwide evidence. Pacific-Basin Finance Journal, 49, 164-199. https://doi.org/10.1016/j.pacfin.2018.04.008 DOI: https://doi.org/10.1016/j.pacfin.2018.04.008

Marozva, G. (2019). Liquidity and stock returns: New evidence from Johannesburg Stock Exchange. The Journal of Developing Areas, 53(2), 79-90. https://doi.org/10.1353/jda.2019.0022 DOI: https://doi.org/10.1353/jda.2019.0022

Miralles-Quirós, M. d., Miralles-Quirós, J. L., & Oliveira, C. (2017). The role of liquidity in asset pricing: The special case of the portuguese stock market. Journal of Economics, Finance and Administrative Science, 22(43), 191-206. https://doi.org/10.1108/JEFAS-12-2016-0001 DOI: https://doi.org/10.1108/JEFAS-12-2016-0001

Musneh, R., Karim, M. R. A., Geetha, C., & Arokiadasan, P. B. (2020). Liquidity risk impact on stock returns. Malaysian Journal of Business and Economics (MJBE), 113-113.

Najaf, K., Najaf, R., & Yousaf, I. (2016). Attitude of Pakistan’s individual investor towards risk during bull and bear markets. Global Journal of Management and Business Research, 16(5), 249-260.

Nguyen, N. H., & Lo, K. H. (2013). Asset returns and liquidity effects: Evidence from a developed but small market. Pacific-Basin Finance Journal, 21(1), 1175-1190. https://doi.org/10.1016/j.pacfin.2012.05.002 DOI: https://doi.org/10.1016/j.pacfin.2012.05.002

Nikolaou , K. (2009). Liquidity (risk) concepts: Definitions and interactions. ECB Working Paper 1008. DOI: https://doi.org/10.2139/ssrn.1333568

Pastor, L., & Stambaugh, R. F. (2003). Liquidity risk and expected stock returns. Journal of Political Economy, 111 (3), 642-685. DOI: https://doi.org/10.1086/374184

Paul, T., Aryoubi, A., & Walther, T. (2021). The Time-varying Relationship between Liquidity and stock returns: Evidence from Germany. Available at SSRN 3829227. DOI: https://doi.org/10.2139/ssrn.3829227

Pereira, G. M. L., Camilo-da-Silva, E., & Barbedo, C. H. D. S. (2020). Trading imbalance, liquidity and stock returns: Evidence from Brazil. Latin American Business Review, 21(2), 173-195. https://doi.org/10.1080/10978526.2019.1701482 DOI: https://doi.org/10.1080/10978526.2019.1701482

Peterson , J., & Berglund, D. (2007). Evaluation of fund manager performance: An empirical study of Sweden funds between 2001 and 2005. Master thesis-Stockholm School of Economics.

Qayyum, A., & Khan, M. (2014). Dynamic relationship and volatility spillover between the stock market and the foreign exchange market in Pakistan: Evidence from VAR-EGARCH modelling. Pakistan Institute of Development Economics, Working Paper, 103.

Theriou, N. G., Aggelidis, V. P., Maditinos, D. I., & Šević, Ž. (2010). Testing the relation between beta and returns in the Athens Stock Exchange. Managerial Finance, 36(12), 1043-1056. https://doi.org/10.1108/03074351011088441 DOI: https://doi.org/10.1108/03074351011088441

Yasir, M., Aamir, S., & Ahmad, K. (2014). Attitude of Pakistan’s individual investor towards risk during bull and bear markets. VFAST Transactions on Education and Social Sciences, 5(2), 16-28.

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Published

2021-06-30

How to Cite

Abdul Rashid, & Asma Aib. (2021). Liquidity Risk and Asset Pricing in Pakistan Stock Exchange. JISR Management and Social Sciences & Economics, 19(1), 49–66. https://doi.org/10.31384/jisrmsse/2021.19.1.4

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